Artificial Intelligence: Methodology, Systems, and Applications: 17th International Conference, AIMSA 2016, Varna, Bulgaria, September 7-10, 2016, Proceedings PDF
Preview Artificial Intelligence: Methodology, Systems, and Applications: 17th International Conference, AIMSA 2016, Varna, Bulgaria, September 7-10, 2016, Proceedings
Christo Dichev Gennady Agre (Eds.) Artificial Intelligence: 3 Methodology, Systems, 8 8 9 I A and Applications N L 17th International Conference, AIMSA 2016 Varna, Bulgaria, September 7–10, 2016 Proceedings 123 fi Lecture Notes in Arti cial Intelligence 9883 Subseries of Lecture Notes in Computer Science LNAI Series Editors Randy Goebel University of Alberta, Edmonton, Canada Yuzuru Tanaka Hokkaido University, Sapporo, Japan Wolfgang Wahlster DFKI and Saarland University, Saarbrücken, Germany LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany More information about this series at http://www.springer.com/series/1244 Christo Dichev Gennady Agre (Eds.) (cid:129) fi Arti cial Intelligence: Methodology, Systems, and Applications 17th International Conference, AIMSA 2016 – Varna, Bulgaria, September 7 10, 2016 Proceedings 123 Editors Christo Dichev GennadyAgre Winston-Salem State University InstituteofInformationandCommunication Winston Salem,NC Technologies USA BulgarianAcademy of Sciences Sofia Bulgaria ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Artificial Intelligence ISBN 978-3-319-44747-6 ISBN978-3-319-44748-3 (eBook) DOI 10.1007/978-3-319-44748-3 LibraryofCongressControlNumber:2016947780 LNCSSublibrary:SL7–ArtificialIntelligence ©SpringerInternationalPublishingSwitzerland2016 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade. Printedonacid-freepaper ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerInternationalPublishingAGSwitzerland Preface This volume contains the papers presented at the 17th International Conference on Artificial Intelligence: Methodology, Systems and Applications (AIMSA 2016). The conference was held in Varna, Bulgaria, during September 7–10, 2016 under the auspices of the Bulgarian Artificial Intelligence Association (BAIA). This long- established biannual international conference is a forum both for the presentation of research advances in artificial intelligence and for scientific interchange among researchers and practitioners in the field of artificial intelligence. With the rapid growth of the Internet, social media, mobile devices, and low-cost sensors, the volume of data is increasing dramatically. The availability of such data sourceshasallowedartificialintelligence(AI)totakethenextevolutionarystep.AIhas evolved to embrace Web-scale content and data and has demonstrated to be a fruitful research area whose results have found numerous real-life applications. The recent technologicalandscientificdevelopmentsdefiningAIinanewlightexplainthetheme of the 17th edition of AIMSA: “AI in the Data-Driven World.” We received 86 papers in total, and accepted 32 papers for oral and six for poster presentation. Every submitted paper went through a rigorous review process. Each paperreceivedatleastthreereviewsfromtheProgramCommittee.Thepapersincluded in this volume cover a wide range of topics in AI: from machine learning to natural language systems, from information extraction to text mining, from knowledge rep- resentation to soft computing, from theoretical issues to real-world applications. The conference theme is reflected in several of the accepted papers. There was also a workshop run as part of AIMSA 2016: Workshop on Deep Language Processing for Quality Machine Translation (DeepLP4QMT). The conference program featured three keynote presentations: one by Josef van Genabith, Scientific Director at DFKI, the German Research Centre for Artificial Intelligence, the second one from Benedict Du Boulay,UniversityofSussex,UnitedKingdom,andthethirdonebyBarryO’Sullivan Director of the Insight Centre for Data Analytics in the Department of Computer Science at University College Cork. As with all conferences, the success of AIMSA 2016 depended on its authors, reviewers, and organizers. We are very grateful to all the authors for their paper submissions,andtoallthereviewersfortheiroutstandingworkinrefereeingthepapers withinaverytightschedule.Wewouldalsoliketothankthelocalorganizersfortheir excellentworkthatmadetheconferencerunsmoothly.AIMSA2016wasorganizedby the Institute of Information and Communication Technologies Bulgarian Academy of Sciences, Sofia, Bulgaria, which provided generous financial and organizational sup- port. A special thank you is extended to the providers of the EasyChair conference managementsystem;theuseofEasyChairformanagingthereviewingprocessandfor creating these proceedings eased our work tremendously. July 2016 Christo Dichev Gennady Agre Organization Program Committee Gennady Agre Institute of Information and Communication Technologies at Bulgarian Academy of Sciences, Bulgaria Galia Angelova Institute of Information and Communication Technologies at Bulgarian Academy of Sciences, Bulgaria Grigoris Antoniou University of Huddersfield, UK Roman Bartak Charles University in Prague, Czech Republic Eric Bell Pacific Northwest National Laboratory, USA Tarek Richard Besold Free University of Bozen-Bolzano, Italy Maria Bielikova SlovakUniversityofTechnologyinBratislava,Slovakia Loris Bozzato Fondazione Bruno Kessler, Italy Justin F. Brunelle Old Dominion University, USA Ricardo Calix Purdue University Calumet, USA Diego Calvanese Free University of Bozen-Bolzano, Italy Soon Ae Chun CUNY, USA Sarah Jane Delany Dublin Institute of Technology, Ireland Christo Dichev Winston-Salem State University, USA Darina Dicheva Winston-Salem State University, USA Danail Dochev Institute of Information and Communication Technologies at Bulgarian Academy of Sciences, Bulgaria Benedict Du Boulay University of Sussex, UK Stefan Edelkamp University of Bremen, Germany Love Ekenberg International Institute of Applied Systems Analysis, Austria Floriana Esposito University of Bari Aldo Moro, Italy Albert Esterline North Carolina A&T State University, USA Michael Floyd Knexus Research Corporation, USA Susan Fox Macalester College, USA Geert-Jan Houben TU Delft, The Netherlands Dmitry Ignatov National Research University, Higher School of Economics, Russia Grigory Kabatyanskiy Institute for Information Transmission Problems, Russia Mehdi Kaytoue INSA, France Kristian Kersting Technical University of Dortmund, Germany VIII Organization Vladimir Khoroshevsky Computer Center of Russian Academy of Science, Russia Matthias Knorr Universidade Nova de Lisboa, Portugal Petia Koprinkova-Hristova Institute of Information and Communication Technologies at Bulgarian Academy of Sciences, Bulgaria Leila Kosseim Concordia University, Montreal, Canada Adila A. Krisnadhi Wright State University, USA Kai-Uwe Kuehnberger University of Osnabrück, Germany Sergei O. Kuznetsov National Research University, Higher School of Economics, Russia Evelina Lamma University of Ferrara, Italy Frederick Maier Florida Institute for Human and Machine Cognition, USA Riichiro Mizoguchi Japan Advanced Institute of Science and Technology, Japan Malek Mouhoub University of Regina, Canada Amedeo Napoli LORIA, France Michael O’Mahony University College Dublin, Ireland Sergei Obiedkov National Research University, Higher School of Economics, Russia Manuel Ojeda-Aciego University of Malaga, Spain Horia Pop University Babes-Bolyai, Romania Allan Ramsay University of Manchester, UK Chedy Raïssi Inria, France Ioannis Refanidis University of Macedonia, Greece Roberto Santana University of the Basque Country, Spain Ute Schmid University of Bamberg, Germany Sergey Sosnovsky CeLTech, DFKI, Germany Stefan Trausan-Matu University Politehnica of Bucharest, Romania Dan Tufis Research Institute for Artificial Intelligence, Romanian Academy, Romania Petko Valtchev University of Montreal, Canada Julita Vassileva University of Saskatchewan, Canada Tulay Yildirim Yildiz Technical University, Turkey David Young University of Sussex, UK Dominik Ślezak University of Warsaw, Poland Additional Reviewers Boytcheva, Svetla Loglisci, Corrado Stoimenova, Eugenua Cercel, Dumitru-Clementin Rizzo, Giuseppe Zese, Riccardo Contents Machine Learning and Data Mining Algorithm Selection Using Performance and Run Time Behavior . . . . . . . . . 3 Tri Doan and Jugal Kalita A Weighted Feature Selection Method for Instance-Based Classification . . . . 14 Gennady Agre and Anton Dzhondzhorov Handling Uncertain Attribute Values in Decision Tree Classifier Using the Belief Function Theory. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26 Asma Trabelsi, Zied Elouedi, and Eric Lefevre UsingMachineLearningtoGeneratePredictionsBasedontheInformation Extracted from Automobile Ads . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36 Stere Caciandone and Costin-Gabriel Chiru Estimating the Accuracy of Spectral Learning for HMMs. . . . . . . . . . . . . . . 46 Farhana Ferdousi Liza and Marek Grześ Combining Structured and Free Textual Data of Diabetic Patients’ Smoking Status. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57 IvelinaNikolova,SvetlaBoytcheva,GaliaAngelova,andZhivkoAngelov Deep Learning Architecture for Part-of-Speech Tagging with Word and Suffix Embeddings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 68 Alexander Popov Response Time Analysis of Text-Based CAPTCHA by Association Rules . . . 78 Darko Brodić, Alessia Amelio, and Ivo R. Draganov New Model Distances and Uncertainty Measures for Multivalued Logic . . . . 89 Alexander Vikent’ev and Mikhail Avilov Visual Anomaly Detection in Educational Data. . . . . . . . . . . . . . . . . . . . . . 99 Jan Géryk, Luboš Popelínský, and Jozef Triščík Extracting Patterns from Educational Traces via Clustering and Associated Quality Metrics. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 Marian Cristian Mihăescu, Alexandru Virgil Tănasie, Mihai Dascalu, and Stefan Trausan-Matu X Contents Natural Language Processing and Sentiment Analysis Classifying Written Texts Through Rhythmic Features. . . . . . . . . . . . . . . . . 121 Mihaela Balint, Mihai Dascalu, and Stefan Trausan-Matu Using Context Information for Knowledge-Based Word Sense Disambiguation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 130 Kiril Simov, Petya Osenova, and Alexander Popov Towards Translation of Tags in Large Annotated Image Collections . . . . . . . 140 Olga Kanishcheva, Galia Angelova, and Stavri G. Nikolov Linking Tweets to News: Is All News of Interest? . . . . . . . . . . . . . . . . . . . 151 Tariq Ahmad and Allan Ramsay A Novel Method for Extracting Feature Opinion Pairs for Turkish . . . . . . . . 162 Hazal Türkmen, Ekin Ekinci, and Sevinç İlhan Omurca In Search of Credible News . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 172 Momchil Hardalov, Ivan Koychev, and Preslav Nakov Image Processing Smooth Stroke Width Transform for Text Detection . . . . . . . . . . . . . . . . . . 183 Il-Seok Oh and Jin-Seon Lee Hearthstone Helper - Using Optical Character Recognition Techniques for Cards Detection. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 192 Costin-Gabriel Chiru and Florin Oprea Reasoning and Search Reasoning with Co-variations. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205 Fadi Badra Influencing the Beliefs of a Dialogue Partner . . . . . . . . . . . . . . . . . . . . . . . 216 Mare Koit Combining Ontologies and IFML Models Regarding the GUIs of Rich Internet Applications. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 226 Naziha Laaz and Samir Mbarki Identity Judgments, Situations, and Semantic Web Representations. . . . . . . . 237 William Nick, Yenny Dominguez, and Albert Esterline Local Search for Maximizing Satisfiability in Qualitative Spatial and Temporal Constraint Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 247 Jean-François Condotta, Ali Mensi, Issam Nouaouri, Michael Sioutis, and Lamjed Ben Saïd
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